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Design modeling and evaluation approaches for medical imaging and patient-state modeling while establishing reusable patterns for regulatory submission. Lead the evaluation of emerging AI/ML research and mentor other data scientists to bridge the gap between research and productization.
Requires a Bachelor's with 6 years of experience, a Master's with 5 years, or a PhD with 2 years in Computer Science, Engineering, or a scientific field. Candidates must reside within 50 miles of Irvine, California, as relocation is not provided.
Many structural heart patients suffer from heart failure with limited options. Our Implantable Heart Failure Management (IHFM) team, part of the AI, Product and Platforms organization, is at the forefront of addressing these unmet patient needs through pioneering technology that enables early, targeted therapeutic intervention. Our innovative solutions are not just transforming patient care but also creating a unique and exciting environment for our team members. It is our driving force to help patients live longer and healthier lives. Join us and be part of our inspiring journey.
At Edwards Lifesciences, the Implantable Heart Failure Management (IHFM) AI, Product and Platforms organization designs and builds the software and data products that clinicians and patients depend on. As a Staff Data Scientist, you design the modeling and evaluation approaches that others build on for a problem class, set validation strategy, and raise the modeling rigor of the teams around you, while remaining deeply hands-on.
Based in Irvine, CA, you'll join a high-impact medtech innovation hub in the heart of Orange County, collaborating in person with cross-functional teams to shape patient-focused technology.
Approach design. Design the modeling and evaluation approaches others build on for a problem class, for example, medical imaging segmentation or multimodal patient-state modeling, and build the reference implementations yourself.
Advanced paradigms. Bring advanced paradigms to bear where they fit, including self-supervised and contrastive learning, multi-task learning, and cross-modal fusion.
Validation strategy. Set offline validation, calibration, and clinical performance evaluation strategy, including subgroup and fairness analysis, with Medical Affairs and Clinical Science.
Reusable practice. Establish reusable modeling patterns, evaluation harnesses, and documentation practices that meet regulatory submission expectations.
Efficiency & scale. Apply label-efficient methods (active, semi-supervised, weak supervision) and efficient training at scale (distributed training with Ray or PyTorch).
Research evaluation. Lead evaluation of emerging AI/ML for health research and decide what to adopt for IHFM problems.
Technical leadership. Mentor senior and mid-level data scientists and shape the research to productization handoff with AI/ML Engineers (Applied).
Model performance, optimization & process enablement. Guide implementation of processes and tools to develop, analyze, and improve model performance and data accuracy; apply predictive modeling and algorithms to datasets to optimize outcomes (e.g., clinical trial experience) and ensure models remain current.
Stakeholder partnership, testing & reporting. Partner with internal and external stakeholders to plan implementation, testing, training, and monitoring of machine learning models; conduct ad hoc analyses (e.g., effectiveness metrics) and present results and insights to leadership.
Data governance, sourcing & enablement. Drive processing of structured and unstructured data with data stewards, including data governance practices; identify and integrate diverse data sources to enhance solutions in collaboration with business stakeholders.
Bachelor's in Computer Science, Engineering, Biostatistics or Scientific field plus 6 years of experience including either industry or industry / education -or- Master's plus 5 years -or- PhD plus 2 years.
This is an onsite role based in Irvine, CA. Relocation assistance is not provided, and candidates must reside within a 50-mile radius of Irvine to be considered.
Deep domain expertise in cardiac, hemodynamic, imaging, or physiological modeling.
Recognized depth across multiple paradigms and architecture families, including self-supervised and multimodal approaches.
Depth in one or more data modalities (physiological modeling, medical imaging, or multimodal fusion) and in calibration and uncertainty quantification.
The ability to set modeling and validation standards that others follow, and to represent modeling decisions to clinical and regulatory partners.
Fluency across the modeling stack (for example, PyTorch, PyTorch Lightning, and experiment tracking) sufficient to set team practice.
Advanced generative or graph methods (diffusion models, graph neural networks), or federated learning methodology.
Demonstrated technical leadership and mentorship.
Performance engineering for training (C++, CUDA, JAX, or DeepSpeed).
A history of shaping clinical validation strategy and regulatory submissions for models.
Recognized research contributions in AI/ML for health.
Active learning or weak supervision to reduce clinical labeling cost.
Aligning our overall business objectives with performance, we offer competitive salaries, performance-based incentives, and a wide variety of benefits programs to address the diverse individual needs of our employees and their families.
For California (CA), the base pay range for this position is $126,000 to $178,000 (highly experienced).
The pay for the successful candidate will depend on various factors (e.g., qualifications, education, prior experience). Applications will be accepted while this position is posted on our Careers website.
Edwards is an Equal Opportunity/Affirmative Action employer including protected Veterans and individuals with disabilities.
Global leader in the medical device industry with a patient-focused culture of innovation
Edwards Lifesciences (NYSE: EW), is the leading global structural heart innovation company, driven by a passion to improve patient lives. Through breakthrough technologies, world-class evidence and partnerships with clinicians and healthcare stakeholders, our employees are inspired by our patient-focused culture to deliver life-changing innovations to those who need them most. We thrive on discovery and expanding the boundaries of medical technology, serving patients in 100+ countries, with the help of our employees in areas including Clinical Affairs, Quality Engineering, Research & Development, Regulatory Affairs, Sales & Marketing, corporate functions and more. Contact Us We want to hear from you and engage in meaningful discussions. However, please note that we are not equipped to provide customer, candidate, or technical support through this platform. If you require assistance from those teams, please find their contact information here: https://www.edwards.com/aboutus/contactus If you’re a patient in need of medical advice, please contact your healthcare provider directly. We reserve the right to remove any comments that are off-topic, repetitive, or include hate speech, profanity, or offensive language. Additionally, we will not engage in discussions about competitor products, off-label use of Edwards products, or unsubstantiated/misleading claims that could cause harm. All Terms and Conditions of LinkedIn apply. For the Edwards Lifesciences privacy policy, visit https://www.edwards.com/legal/privacypolicy.
Offices: One Edwards Way, Irvine, CA 92614, US · 12050 S Lone Peak Pkwy, Draper, Utah 84020, US · 1919 Minnesota Crt, Mississauga, Ontario L5N 0C9, CA · Parque Industrial de Itabo, Carr. Sanchez, Km 18.5 Zona Franca Industrial de Haina, Haina, San Cristobal, DO · State Road 402 North, Km 1.4, Industrial Park, Añasco, 00610-1577, PR
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